Pro Tips

• Start with local and move to distributed execution only when the local task and verifier are understood.
• Put the exact verifier command in every task definition.
• Keep one outcome and a narrow file scope per task.
• Dry-run a new demo or example before contacting a model endpoint.
• Read structured reports before opening raw logs.
• Use approval gates for commands or paths that deserve human review.
• Export evidence before deleting run state or migrating machines.
• Keep model credentials in environment variables or a credential store, never in task JSON or committed config.